Andreas Schuppert

26 papers Journal 24Unranked 2

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Flexible Swarm Learning May Outpace Foundation Models in Essential Tasks. CoRR Moein E. Samadi, Andreas Schuppert
2025	J	`jnl`	GPT-4o and the quest for machine learning interpretability in ICU risk of death prediction. BMC Medical Informatics Decis. Mak. Moein E. Samadi, Kateryna Nikulina, Sebastian Johannes Fritsch, Andreas Schuppert
2025	J	`jnl`	Multimodal large language models and mechanistic modeling for glucose forecasting in type 1 diabetes patients. J. Biomed. Informatics Jonas C. Wolber, Moein E. Samadi, Julia Sellin, Andreas Schuppert
2025	J	`jnl`	Tree-based learning on amperometric time series data demonstrates high accuracy for classification. Int. J. Data Sci. Anal. Jeyashree Krishnan, Zeyu Lian, Pieter E. Oomen, Mohaddeseh Amir-Aref, Xiulan He, Soodabeh Majdi, Andreas Schuppert, Andrew Ewing
2024	J	`jnl`	Noisecut: a python package for noise-tolerant classification of binary data using prior knowledge integration and max-cut solutions. BMC Bioinform. Moein E. Samadi, Hedieh Mirzaieazar, Alexander Mitsos, Andreas Schuppert
2024	J	`jnl`	Smooth Kolmogorov Arnold networks enabling structural knowledge representation. CoRR Moein E. Samadi, Younes Müller, Andreas Schuppert
2023	J	`jnl`	CMDA: a tool for Continuous Monitoring Data Analysis. CoRR Pejman Farhadi Ghalati, Andreas Schuppert
2023	J	`jnl`	Diagnostic Expert Advisor: A platform for developing machine learning models on medical time-series data. SoftwareX Richard Polzin, Sebastian Johannes Fritsch, Konstantin Sharafutdinov, Gernot Marx, Andreas Schuppert
2023	—	`conf`	Enabling Hyperparameter-Tuning of AI Models for Healthcare using the CoE RAISE Unique AI Framework for HPC. MIPRO Morris Riedel, Chadi Barakat, Sebastian Johannes Fritsch, Marcel Aach, J. Busch, Andreas Lintermann, Andreas Schuppert, Sigurður Brynjólfsson, Helmut Neukirchen, Matthias Book
2023	J	`jnl`	Neural network input feature selection using structured l Appl. Intell. Nathaniel Egwu, Thomas Mrziglod, Andreas Schuppert
2023	J	`jnl`	Tree-Based Learning on Amperometric Time Series Data Demonstrates High Accuracy for Classification. CoRR Jeyashree Krishnan, Zeyu Lian, Pieter E. Oomen, Xiulan He, Soodabeh Majdi, Andreas Schuppert, Andrew Ewing
2022	J	`jnl`	Application of convex hull analysis for the evaluation of data heterogeneity between patient populations of different origin and implications of hospital bias in downstream machine-learning-based data processing: A comparison of 4 critical-care patient datasets. Frontiers Big Data Konstantin Sharafutdinov, Jayesh Sudhir Bhat, Sebastian Johannes Fritsch, Kateryna Nikulina, Moein E. Samadi, Richard Polzin, Hannah Mayer, Gernot Marx, Johannes Bickenbach, Andreas Schuppert
2022	J	`jnl`	HybridML: Open source platform for hybrid modeling. Comput. Chem. Eng. Kilian Merkelbach, Artur M. Schweidtmann, Younes Müller, Patrick Schwoebel, Adel Mhamdi, Alexander Mitsos, Andreas Schuppert, Thomas Mrziglod, Sebastian Schneckener
2022	—	`conf`	Lessons learned on using High-Performance Computing and Data Science Methods towards understanding the Acute Respiratory Distress Syndrome (ARDS). MIPRO Chadi Barakat, Sebastian Johannes Fritsch, Konstantin Sharafutdinov, G. Ingólfsson, Andreas Schuppert, Sigurður Brynjólfsson, Morris Riedel
2021	J	`jnl`	Development and validation of a reinforcement learning algorithm to dynamically optimize mechanical ventilation in critical care. npj Digit. Medicine Arne Peine, Ahmed Hallawa, Johannes Bickenbach, Guido Dartmann, Lejla Begic Fazlic, Anke Schmeink, Gerd Ascheid, Christoph Thiemermann, Andreas Schuppert, Ryan Kindle, Leo A. Celi, Gernot Marx, Lukas Martin
2020	J	`jnl`	A neural network assisted Metropolis adjusted Langevin algorithm. Monte Carlo Methods Appl. Christian Müller, Holger Diedam, Thomas Mrziglod, Andreas Schuppert
2020	J	`jnl`	Methodological challenges in translational drug response modeling in cancer: A systematic analysis with FORESEE. PLoS Comput. Biol. Lisa-Katrin Turnhoff, Ali Hadizadeh Esfahani, Andreas Schuppert
2020	J	`jnl`	Quality-targeting dynamic optimization of monoclonal antibody production. Comput. Chem. Eng. Chrysoula Dimitra Kappatou, Alireza Ehsani, Sebastian Niedenführ, Adel Mhamdi, Andreas Schuppert, Alexander Mitsos
2019	J	`jnl`	Critical Transitions in Intensive Care Units: A Sepsis Case Study. CoRR Pejman Farhadi Ghalati, Satya Swarup Samal, Jayesh Sudhir Bhat, Robert Deisz, Gernot Marx, Andreas Schuppert
2019	J	`jnl`	FORESEE: a tool for the systematic comparison of translational drug response modeling pipelines. Bioinform. Lisa-Katrin Turnhoff, Ali Hadizadeh Esfahani, Maryam Montazeri, Nina Kusch, Andreas Schuppert
2018	J	`jnl`	A systematic atlas of chaperome deregulation topologies across the human cancer landscape. PLoS Comput. Biol. Ali Hadizadeh Esfahani, Angelina Sverchkova, Julio Saez-Rodriguez, Andreas Schuppert, Marc Brehme
2018	J	`jnl`	Markov-Chain Monte-Carlo methods and non-identifiabilities. Monte Carlo Methods Appl. Christian Müller, Fabian Weysser, Thomas Mrziglod, Andreas Schuppert
2018	J	`jnl`	The SYMBIONT project: symbolic methods for biological networks. ACM Commun. Comput. Algebra François Boulier, François Fages, Ovidiu Radulescu, Satya Swarup Samal, Andreas Schuppert, Werner M. Seiler, Thomas Sturm, Sebastian Walcher, Andreas Weber
2016	J	`jnl`	Robust PBPK/PD-Based Model Predictive Control of Blood Glucose. IEEE Trans. Biomed. Eng. Stephan Schaller, Jörg Lippert, Lukas Schaupp, Thomas R. Pieber, Andreas Schuppert, Thomas Eissing
2010	J	`jnl`	An elastic network model to identify characteristic stress response genes. Comput. Biol. Chem. Sebastian Schneckener, Linus Görlitz, Heidrun Ellinger-Ziegelbauer, Hans-Jürgen Ahr, Andreas Schuppert
2005	J	`jnl`	Data Mining mit Prozessdaten (Data Mining with Process Data). Autom. Andreas Schuppert, Rainer Perne